机器学习衍生学龄前儿童发育协调障碍的身体活动。

IF 3.8 2区 医学 Q1 CLINICAL NEUROLOGY Developmental Medicine and Child Neurology Pub Date : 2024-12-22 DOI:10.1111/dmcn.16223
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Machine learning derived physical activity in preschool children with developmental coordination disorder

Developmental coordination disorder (DCD) is a condition where children have a harder time developing motor skills (e.g. balancing, catching). It is known that school-aged children with DCD get less physical activity than their peers. What isn't known is if this starts even earlier in preschool-aged children. The goal of this study was to compare the physical activity of preschoolers with typical motor development to those with probable DCD (pDCD) and those at risk for DCD (DCDr).

To test this, 497 preschoolers (4–5 years) joined the Coordination and Activity Tracking in CHildren study. They had repeated motor tests and wore an activity monitor for 1 week. Using the activity monitor, the authors looked at their physical activity using a machine learning tool. From the tool, they could tell how much time the children spent being sedentary (e.g. sitting, lying), doing light physical activity (e.g. floor games), doing moderate-to-vigorous physical activity (e.g. running, hopping), walking, and running.

The authors found that preschoolers with and without motor impairment spent the same amount of time each day in sedentary, light, and moderate-to-vigorous physical activity. However, preschoolers with motor impairment (pDCD and DCDr) spent less time walking and running.

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来源期刊
CiteScore
7.80
自引率
13.20%
发文量
338
审稿时长
3-6 weeks
期刊介绍: Wiley-Blackwell is pleased to publish Developmental Medicine & Child Neurology (DMCN), a Mac Keith Press publication and official journal of the American Academy for Cerebral Palsy and Developmental Medicine (AACPDM) and the British Paediatric Neurology Association (BPNA). For over 50 years, DMCN has defined the field of paediatric neurology and neurodisability and is one of the world’s leading journals in the whole field of paediatrics. DMCN disseminates a range of information worldwide to improve the lives of disabled children and their families. The high quality of published articles is maintained by expert review, including independent statistical assessment, before acceptance.
期刊最新文献
Table of Contents The Cognitive Orientation to daily Occupational Performance approach in childhood-onset disabilities. Aetiopathogenesis of infantile epileptic spasms syndrome and mechanisms of action of adrenocorticotrophin hormone/corticosteroids in children: A scoping review. Recent trends in National Institutes of Health funding for cerebral palsy lifespan research. The immigration paradox in cerebral palsy: More and better data are needed.
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